{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os, sys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import libraries and dataframes\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "dataset = \"asset_class\" # Values: asset_class, sectors, ftse\n",
    "\n",
    "quant_res_df = pd.read_csv(\"structbal_quant_%s_res.csv\" % (dataset))\n",
    "class_res_df = pd.read_csv(\"structbal_class_%s_res.csv\" % (dataset))\n",
    "\n",
    "quant_res_df = quant_res_df.drop(axis=1, columns=['Unnamed: 0'])\n",
    "class_res_df = class_res_df.drop(axis=1, columns=['Unnamed: 0'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "assert quant_res_df.shape == class_res_df.shape and quant_res_df.columns.equals(class_res_df.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot score vs time for each threshold\n",
    "thresholds = quant_res_df['threshold'].unique()\n",
    "\n",
    "i = 1\n",
    "for thresh in thresholds:\n",
    "    quant_series = quant_res_df[(quant_res_df.threshold == thresh)]\n",
    "    class_series = class_res_df[(class_res_df.threshold == thresh)]\n",
    "    class_series = class_series[class_series['date'].isin(quant_series['date'])]\n",
    "    \n",
    "    assert quant_series.shape == class_series.shape\n",
    "    \n",
    "    fig = plt.figure(i)\n",
    "    plt.subplots(figsize=(20,10))\n",
    "    \n",
    "    plt.subplot(221)\n",
    "    plt.title('Frustration Score vs. Date for SBP using Dataset %s with Threshold %.2f' % (dataset, thresh))\n",
    "    plt.ylabel('Frustration Score')\n",
    "    plt.xlabel('Date')\n",
    "    \n",
    "    plt.plot(quant_series[\"date\"], quant_series['frustration_score'], 'g--', label='Quantum Algorithm')\n",
    "    plt.plot(quant_series[\"date\"], class_series['frustration_score'], 'rx', label='Classical Algorithm')\n",
    "    plt.legend(loc=0, prop={'size': 13})\n",
    "    plt.xticks(ticks=quant_series['date'][::4], \n",
    "              labels=[x[0:7] for x in quant_series['date']])\n",
    "    \n",
    "    plt.subplot(222)\n",
    "    plt.title('Graph Density vs. Date for SBP using Dataset %s with Threshold %.2f' % (dataset, thresh))\n",
    "    plt.plot(quant_series['date'], quant_series['density'], '--')\n",
    "    plt.xticks(ticks=quant_series['date'][::4], \n",
    "              labels=[x[0:7] for x in quant_series['date']])\n",
    "    plt.ylabel(\"Density\")\n",
    "    plt.xlabel(\"Date\")\n",
    "    \n",
    "    \n",
    "    plt.subplot(223)\n",
    "    plt.title('Computational Time vs. Date for SBP using Dataset %s with Threshold %.2f' % (dataset, thresh))\n",
    "    plt.ylabel('Computation Time (s)')\n",
    "    plt.xlabel('Date')\n",
    "    \n",
    "    plt.plot(quant_series[\"date\"], quant_series['computation_time'], 'g--', label='Quantum Algorithm')\n",
    "    plt.plot(quant_series[\"date\"], class_series['computation_time'], 'r--', label='Classical Algorithm')\n",
    "    plt.legend(loc=0, prop={'size': 13})\n",
    "    plt.xticks(ticks=quant_series['date'][::4], \n",
    "              labels=[x[0:7] for x in quant_series['date']])\n",
    "    \n",
    "    i += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x16874052978>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.title('Computational Time vs. Density for SBP using Dataset %s' % (dataset))\n",
    "plt.ylabel('Computation Time (s)')\n",
    "plt.xlabel('Density')\n",
    "\n",
    "plt.scatter(quant_res_df[\"density\"], quant_res_df['computation_time'], c='g', s=2, label='Quantum Algorithm')\n",
    "plt.scatter(class_res_df[\"density\"], class_res_df['computation_time'], c='r', s=2, label='Classical Algorithm')\n",
    "plt.legend(loc=0, prop={'size': 13})\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
